{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f6f0e2bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>站点名称</th>\n",
       "      <th>POI编号</th>\n",
       "      <th>拼音名称</th>\n",
       "      <th>gd经度</th>\n",
       "      <th>gd纬度</th>\n",
       "      <th>路线名称</th>\n",
       "      <th>城市名称</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金安桥</td>\n",
       "      <td>BV11494889</td>\n",
       "      <td>JinAn Qiao</td>\n",
       "      <td>116.162586</td>\n",
       "      <td>39.923298</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>四道桥</td>\n",
       "      <td>BV10813547</td>\n",
       "      <td>si dao qiao</td>\n",
       "      <td>116.134010</td>\n",
       "      <td>39.916030</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>桥户营</td>\n",
       "      <td>BV10813541</td>\n",
       "      <td>qiao hu ying</td>\n",
       "      <td>116.125809</td>\n",
       "      <td>39.912383</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>上岸</td>\n",
       "      <td>BV10813543</td>\n",
       "      <td>shang an</td>\n",
       "      <td>116.122225</td>\n",
       "      <td>39.905138</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>栗园庄</td>\n",
       "      <td>BV10813544</td>\n",
       "      <td>li yuan zhuang</td>\n",
       "      <td>116.123254</td>\n",
       "      <td>39.895780</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>锡林公园</td>\n",
       "      <td>BV10875474</td>\n",
       "      <td>XiLin GongYuan</td>\n",
       "      <td>111.687460</td>\n",
       "      <td>40.770883</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5030</th>\n",
       "      <td>内大南校区</td>\n",
       "      <td>BV10875440</td>\n",
       "      <td>NeiDaNan XiaoQu</td>\n",
       "      <td>111.692463</td>\n",
       "      <td>40.759146</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5031</th>\n",
       "      <td>帅家营</td>\n",
       "      <td>BV10875453</td>\n",
       "      <td>ShuaiJiaYing</td>\n",
       "      <td>111.706981</td>\n",
       "      <td>40.755604</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>喇嘛营</td>\n",
       "      <td>BV10875441</td>\n",
       "      <td>LaMaYing</td>\n",
       "      <td>111.731336</td>\n",
       "      <td>40.755684</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>阿尔山路</td>\n",
       "      <td>BV10875438</td>\n",
       "      <td>AErShan Lu</td>\n",
       "      <td>111.747816</td>\n",
       "      <td>40.755465</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5034 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       站点名称       POI编号             拼音名称        gd经度       gd纬度 路线名称  城市名称\n",
       "0       金安桥  BV11494889       JinAn Qiao  116.162586  39.923298  S1线    北京\n",
       "1       四道桥  BV10813547      si dao qiao  116.134010  39.916030  S1线    北京\n",
       "2       桥户营  BV10813541     qiao hu ying  116.125809  39.912383  S1线    北京\n",
       "3        上岸  BV10813543         shang an  116.122225  39.905138  S1线    北京\n",
       "4       栗园庄  BV10813544   li yuan zhuang  116.123254  39.895780  S1线    北京\n",
       "...     ...         ...              ...         ...        ...  ...   ...\n",
       "5029   锡林公园  BV10875474   XiLin GongYuan  111.687460  40.770883  2号线  呼和浩特\n",
       "5030  内大南校区  BV10875440  NeiDaNan XiaoQu  111.692463  40.759146  2号线  呼和浩特\n",
       "5031    帅家营  BV10875453     ShuaiJiaYing  111.706981  40.755604  2号线  呼和浩特\n",
       "5032    喇嘛营  BV10875441         LaMaYing  111.731336  40.755684  2号线  呼和浩特\n",
       "5033   阿尔山路  BV10875438       AErShan Lu  111.747816  40.755465  2号线  呼和浩特\n",
       "\n",
       "[5034 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "df=pd.read_csv('metro.csv',encoding='gbk',sep=',')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e2365bfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 4000x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 题目一：请筛选出拥有地铁站点最多的前15的城市制作成柱状图\n",
    "df_city_metro_num = df['城市名称'].value_counts()\n",
    "dict_city_metro_num = {'city':df_city_metro_num.index[0:15],'num':df_city_metro_num.values[0:15]}\n",
    "dict_city_15 = pd.DataFrame(dict_city_metro_num)\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=200)\n",
    "x_label = df_city_metro_num.index[0:15]\n",
    "y_label = df_city_metro_num.values[0:15]\n",
    "plt.bar(x_label,y_label)\n",
    "plt.rcParams['font.sans-serif']=['simhei'] #显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False  #显示中文\n",
    "plt.xlabel(\"城市\")\n",
    "plt.ylabel(\"地铁站数量\")\n",
    "plt.title(\"地铁站点最多的前15的城市\", fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0f554ce2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1Jd63p8sLLRZU1TEZAcuXV7sDAADnPwITAAAWHYu/0N3PT86d/+KkafmByx3gU3XHaoHFTqZ5C16WMRxNZ3REb9Tlsv6ExRfPjgqT52d08j8powLk0CTXr6rfzaiqSZLF/AYfTfLFjCqTdy4Pr7VWkNPdb5qqRD6T0Wl6qYyO469ldKYeMj3HM5K8Msk3uvs7S7tYhBG7DBG6+6xpTo0/SvI/GR3XX57ae7kkxy/m+aiqn0/y70k+Oc1B8p6MwGTV4bWmSopbJ7lOdz9yxeN+I0vDdy3ND3KP7n5xdnby0v1eWFX/L2NulST56+7+2HrPcaqYqSSndPep6227EVNVzsFLP99YrorY4P3/Nck3M+bsOC5j/pizsmfzQGx0yKmDkjxzuv4X3f2FdbZd/N+2VoVQZQRZH88I7la6ccbv7LlVFVX18Yxh3361u581LT5lxeVKJya58W4e3wMzgsQk+bGqelLGcHGd5L8yPiOe3t2rPeZGj+U5GZUmF86oqlpvjqRVj2V3322pzV/MqJ653mLou+l5rGcx/NfFlpb9ZJI/q6p3JrnNWkHiNBTdesPiLYadu0VVrZwLZaUrdfdXd7ENAABrEJgAALBbJR8b2uHoFH9jRqdjMjrHr77OXVbe/10Z1S6rBibd/fWlbZeXnzWFG29dcZeXZsxD8bGqum92DMu1IdMZ4odMj3dCRufztbp7ZQXIu1fO+ZAdFSZrhT8rPS/JP3T356fHu26S+yZ5d8a8DIs2rRw6a9GWS06B17UyhtO6TpJbZgQBlXE2/qO7+/R8D6rqgIw5ch48LTozyS9W1dFJfrO7P7vGXZ+RqRpiN6uNNuoqST613gZVdVBGNcXtM6pmrpjRgf/6jCGyrpsxb81Dq+rXu/vPt6CdB2VMKH/RJI+d3jfX6+4PrLLtIrhZ6z20eC1f1t2PXrlyGmbt8tl5iKvFfDEnLS07dcXlTvZwvpTrZfrdyRgy63MZAdVFMuahuWGS+1fVLbr7S3uw/4UPJPmJjCHUuqpu0t2rDQG2q2O5lsWb9egVQxQmyZ9nx3B9y/MJXTUjCDlkF1VXB2QEvbuyX3Z8nqxlrVANAIANEJgAAMzQNMn3L2ZURGz2vi+b0RF8zYwhdVYGCLtjw0M7LXT3v1TVGzPOtr9KxqTur99V5cP3qqqumeTS0/XlVYvJyY+qqtssLV90kh6a5DXdfdLU/nNDmOl1+ouM43i/lcMMTWe9XyWjg/+YafFTkjwn553w/VNJPpwxx8iBWeo8r6rDMypnTtnV8EHT8FU/k+RRSa6cMUzYvTLmjfi7JD+d5Mer6sUZAc+7VrT7g9NzPz3JD2Ucs3/MUuVKxvBed03y1Yz30rpNyuiQX1SY7FSpUFWHJvnhjAqda2QMXfb/sqPj/KSMEOfPu/u/psqd5077/aOMapOtcGJ3P7SqnpBR2fKeJJerqitMw+ktW1QYrBVybTT8Wq4MWfxuLc/lsalzokxuPl3+X8Zwbee+nlV1XMZn0JWS/FWSH93TB+nuv6iqlyb5ZlW9Psntq+rHuvt1Kzbd1bFcy6IC5JyM6q9kDGF3qSQnd/dJVXVSRmC53xQuXWXa7p+yvtMyPgfOrfJbtjTp+9tXm/S9qn506TG+pyAUAGDuBCYAAPNz9YxO6+9P8s5sYoVJVV0ro4P7mIzO7qcleVySw6rqP3djV4uJ3Dc89M+y7v7RqT1P3427Lc6e39NO40ck+fl11t8syVrzYVwlO5/pv/Cw6X6P7e5PLBZOw0h9Nsllc96hfA7O6Hz/SEZA8pEkH+nu767Tth/MqK54VcZZ+guHVtUlMs5qv1JGMPITGRNrn5MRLDxqUfFTVTdK8oAkj5m2vVeSr1fVA7v7pUnS3X+89DzekBGYPHx5ouxp7oe7ZgxJdt+MeSG+m+SM3RkOanJakl/IqCRZ+GaSf8gIat7U3adV1f5V9YcZQdDCI5I8Yp1KmDcu3muruO4a7/nLLN/o7q9V1bcyXsfDkvzm9LNsMRzUWlURi/DjB6rqQausv+ri4ZaWLY7jnlSN7I5/zBh667+7e6dh+aaKrztlDCN2u6o6bp1g88OrVHZceMX+vpYkVbUYkur3k6wMTHZ1LNeyuN83F9VyU7j2/Oyo6vh8RmXXZTMqaRaBya5Cvz36nFuDwAQA4HsgMAEAmI+jp8sbTZefyeiEXm/s/A2bJgB/akZn+kkZwx1dbbF66fr51aJD9Dydl1X11oxqitOyo8P7/VOFxyEZc4m8PiOsOH3ax9kZHdR3zo5hel6cUfmyeLxFhcnynCeLx/yhjLDpvzImlT/XNOTQyRmhyXszJuL+XMZ8EN/q7psv7efoJK+rqt/p7net8dwXYc3K+RH+eun67TPmiukkL8wIcf5rRbvOTvK0aQioh2UM2fXtjEnp1/PZdUKJq2fMPbN4Pqtt80/dfYfVVkzH6oEZVRxvzxgq7gPLw0tV1bEZHd+3zAgQ/jFrz+NxTMZcMEnyB2s1OuN9saH3fHefOVWaPC/JA6rqidO8MguL4Zp21cl/++zmcHNbbQrCTlhn/Sen+XdunlFhslZgctU1lq/mcRlh3Q2r6keXq1qy8WO50mHT5XIgsXIC+U9mBCZXmeYluUJGOLfaMGvLNi0w2YNAEQCAJQITAIB92DQvwp2TPCTJLabF30ry6CTPnDpqF4HJ86rqeavs5sz15pqYqh1emOQe06KTk/x4d/9HVS06jL/b3UesuoPV97mYw2TLTcfoR7NjSKv/XWWzwzImbz8wOypyjsgY3ueQJIdN81zsNNfFdGx/ZmnRft39uF2054iMeUF+d9r/q5Lco6oumjHZ/cWTPCHJzRcTUi/d94tJjqmqi0+VC5UxF8ctk7xtCk2euMrDnrXicuETGWHK4RlzqNwvo+P6zkletYs5SN6Wcab9pTYwufuzsnNodGRGpUqSfD3Ji5L8bEZF1HuWtrtJRnXMukMeTZUHt165fJrL5Ncygo/Dk3wxyb27+1/W2ldVvXq6+uY15shYeH9333iV+78y4/it9MKM1/WSGc/9sUvrFsOH7ap64C8zhmNb6TE5nwUpK3xxurziOtsc2t07hRxV9ZCMyd530t2fno7zT2dU6ywHJhs9litdaLr89tKyRWCyqDD5eEYl0/dnvJ8qyVv2cO4XAAC2gcAEAGAfVVW3T/LsjE7rZMxVcGCSV6+YxHrR6feV7JgIurLjjO6dqggyhmY693vkdAb/UzI6pCvJHbr7g5v1PLbSVHnw5Ow46/wdq0zknuWO711M+r7SrTMqe07NOIv8p6vqqiuHJlphv4wJpBcTZT9ilW1+bTHnyQofyAh+bjdVefx5kh+f1j03yTN30d6VHtvdL166/VdTJ/VGKic+0t0nZsd7aj1PWmVIrgckSXd/tarun9ER/ZXuPn5puzdkVLy8ZgOPca6qOiSjAuGRGVUAnTGHxsOT3KWq3tXdZ65yv7tmzIlzSpJf353H3JUpvPzLjKDsAVX1pO5edMQvqhvWqnpZ+PJqv3tV9c1NbOpuq6pDVoYdK1xsutzMOVSekRGY3KqqrtPdH5mWb/RYrrQIc5Z/5xfzoSxep0Ul1M2y4/Pzjbv5OAAAbCOBCQDAvutzGWHJNzPOMD8oYxLrlRYd8w/o7lcmSVUdlR1n/B/X3edWHiwFBufq7g9W1Y9nDAe1Xhiw5arqgIxO7VetscliEvr9krw0Y5L0M5K8IMlvb3JzFlUSf5sRmPxqksdn5/k0dtLdJ04VNlfPmKD9s9PPFzOqX76xRliSjGHBfjJjzo47JLn7tPyh3f1n38sTWbI4M/83l+cjWaiqu2Qc1zNWrlvHz1XV8hBUF1peOU2o/ZaMibwP7+7vTkON3SrJe5fDlvVU1VUygo67J7nItPg9GXOovLeqnp1RRfOjVXX3Fe/747JjiLJf6+5P7sbz26i/zgjLLpTkutkxlNOik39X4dNhUyXSSgevsmzLTZ8jb84YourSq4UmU3i1CCQ387PjXzJ+b66QUWG1MjA5zzB4q/ihqrphxmfFt6Zly6/7Imxe/E68MyP0uWnG58zZGb+TAABcQAhMAAD2Ud39iap6cJIXdvc3p8qA1Vx8ulweimp5XpMNTQrf3e9fZ/Xhq0zYvNmuXlVPywgjvq+7D15jyKhF5/GB07BVt0vyH929kQ7U86iqI5M8pLsfu2L5jbJjAvU/z5gb41cyqkzu0N3rdaTeqbv3ZPLmlyX5iyQ/PN3uJL/a3c/eg32tZaNzJKwc3ms96w5TNnlWRgj0gIyqoF/K6LB+7m48zleS3DAjLHlPksd19/JwXi/MCFN+OskLqupe3X1OVV0no+P/iCR/291/nS3Q3SdU1W8l+fvu/uLSqiMyhrXb1TFdbcL4tey34nLTTeHfURmTs987qw8X9vCM4avOTvLqVdbv6WN3Vf1Okk+v+Gw6crpcbd6gi2dUhR01LXrFdPncjBAkST68dJdF+HLG9Jhfq6oPJPmBafmbunu1If4AADifEpgAAOzDuvtp662vqstkR6ff55ZW7bfG9T1uSnbv7PHLZccwWauqqqtmBBI/OC1azAvRWX9Oi8VcKkcmSXe/bWmfl0ty5e5+60YaWVWXTPK6JNerqrcs5rSYzppfdKq/pLs/Pi1/TpL7Zwxtdf3u/vJq+10tLJnm27hOxtn4N0lyfHd/YcVml8joCF4McfQr3f2XG3ku65nOsv/ZjKqdrQi+rrDKkFxfGFfruhlh3muTfDDJ71TVWzOqgb6aMb/JhnT3yVV1zyQX7+53r7L+HVV16yRvyni+p0zVPk/PeN+8OiOo2TLd/eTl21V1eEa1wkYCvfdm5zleFu6Q5Borli0qyw7K1vqTjLlV/qiqPrX43ZrmDnpIxvwxyZhT6bOb+cDdvdp7YxGG7HQ8q+pDGVU9C6dnhGQvz6j0+reM0PM10+fmpbIjEF3e1zuzIzBZ9/N3yf673mRdV58udyekBABgFQITAIB5+3/T5Xe6+ytLy5dDkoOy+xMkr3RKd19915sN6036XlVXyJjE+aorVn0lY4Lzv+ru/1lr3939+IxhsVZzsyQvqqqPJ7ldd39pnWbePGOehEtlhE37T+2rjOG9rpnkyxnDcC08KslPZUzs/aqqutXK4bWq6tIZgdHlM4YTumqSa08/y0Mr/d6K+901Yx6OI5cWX3PFNrfLmOfio1nfIqx6QFU9Icmx0+23ZWsCk4Oq6soZz/cKSY6blv9gRmf1Hbv79VV1v4zJ59+dcSx+dXcrcab3xnrvjw9Ooclbk9x3+klGhcuvbaDKY7MthtjaSGDypu5+9MqFU7C3MjD5Wsb8RButGNpTf5UxJNY9k/xzVX02ydcz5gRZPLe/TPLQLW7HwlrH880Zgcn7MyphXrr43ayqP8+otHtnd3+pqj6aHe/RM6f7LELc+y7t84hp+SUyKmmO7+7VjvduByZVdXzG8HGHZUeV4LYOhwgAsC8QmAAAzNviTOh/X7H8wKXrBydZa86MXdnTM6fXHAasuz9bVacuLfrnjAqA167Smb3o3L9INubm0+WlsvMQZaNR46z4C083Xz618+8yOu5PrqoDMypL7pbRkXrv7j53wu3u/lZV3StjXoMbJHljVd2pu5fn7/itJA9epW2fyjh7/f1J/jVjfoZFZ+yfZcd8JS/LqMZ4fpJfr6q3L+amSfKLGZOaP6u7H7i078VZ9z9UVZ9KcqXp9i0yAovHTvv8QJJfntb9zDSvx0qXX2XZuarqihlDXh2TUTGTjI77hTMWz216zr+REZAkYzikdyb5ken2D1TVq9eq1Nld0/BRd0tyn+yYR+WrSR7c3S/Z4G4W7/kb7WIYuo1Wbh07Xe7RkHFr6e4f28z9rfM4neReVfVPSR6Y5HoZlVBfyqjYeXZ3/+sad1/+/Dh1jSH2kg0ey2l+o8tMN1cez+cneeuKIdpSVd+fHaHnU6bLl2cEJv+Z5JHd/cVpfpw3Jzk6Iyi9dJKnVtXbk1w/IzD5/iS3WaVp61bTZfXPw5cmecLS7ZMzflcAAPgeCEwAAOZjtU65O06Xb16xfHmYnsNWrFtUOWyk0mDDgUlVXSMjmLlEkmtNi7+xxuZ/kzHh9yN3US3x1eny56vqRSuqaFY+/vWT3GO6+dI1zgS/a3aEC2cnedBifpCp/S/ImCPjzCT37O5/XrmD7n7TNE/FH2cMrfVvVfXL3b14Df4gY66TkzKG+3pzkn9eORdCVV2+qn4tozP3sCSnJfmN7n7mtP5qSR6Z5MVV9XsZYcOPZ3Quf37apjKqRm4x7fbyU9vfmNGZ/eoVc2ksQqNkBD43WOUYLaz1v8Y3p+d4aEbl0gcyhtr6YEZw9/GMzuYTMia4f830uBdK8ryMsORPM4YfeljGhPEvTvK3Sd7R3RuebL6qDs0IDW+ecQxukR3v969kVBA9dWUV0C4sfndOy87D3C1cJqPyYKNDYd1zulwvFDpwnXXJBuchym4GnFM1y6M3uO2LshvDp02Wj9F/57yfORfOqK7Y6LG8e8ax+ubKyqRp2LyPLy+b3nMvzngvv7O7XzWtel6Sly0+e6rqDhmBy8WSfDSjoualGfOhvD3jdyqZfu9W8bKM1+jTa6zff8VluvvT0/v+pIyh2F7Z3d9a7c4AAGycwAQAYB9WVQdndJJfNjuqFr4yrbtGxtneSfKaFXdd7oA9uqoukjH8y9UzhpNKxhnNu3Lwrjc510Ozo3ohSb6d1edjSEYn9lPWWLfsjRnVEddO8uV1zlBfdlrGvAur+fjUrgOS/ER3//MUOjwl4+z5AzPOXP+Z7n7jWg/Q3X8yDZP08IyQ4l5V9c/dfU53f7OqbpDkk2uENqmqx2TM4bE4s/6DSX5xOTzq7kdV1UUzjumTlu7+lYyJ4RcTY78+yY0yhjl7WZLXdPd61QyL1/Q3u/uPV2nbXTI6i1ftxO7ub1fV3TPCrP9YLeCY5oBJkkOmTuv7Z4QjRyV5YHc/Y9ruJRmv1b2nnw9W1Q9296kr9vezGb8DR2Z0al82yVUyhv9aDgnOygioXpAx98yZ2X2L4/Ph7r7xKs/tlRnz7Zznd2Maluz+GcHARTMCtatNq/9hncc8T2BSVUdnhIqHZ0fl1HlCzqo6LCMoPCvJz0yLT1nnsfam5WN03e4+bXllVT0kIzxb7VgelBHM7Z9RLXTN7Ji4fb1jubj/IRmTvl8143ic+9m0mG9nmmvn8UnuNa36eJLbTJVk907yHxnvs4W/X+2xuvteqy1fcp7AZLrfPVbZFgCA74HABABgH9bdp1fVUzKGP0pGZ/5zp+u/n3FW80e6+2Mr7vql7Kg6OCHJdzMCgcVwNu9N8pkNNGF3ApNXZnRKfi0jKHlid391tQ3XChJW2e4DVfVLGRN172pYrjMyzmJ/wlpzoHT3R6vqPhlnqL9zWtZV9XfTY3wsIyxZc46MpX39ZlV9O8ltk/z8NHTRYt3K12OlJye5S0an+mMyJsw+zzHp7vtNc0Y8OiPAODPJfbp7Oex6ZpJn7SIkWXbIrjdJct7KpOV2vXoX911UQx2ScQb94RlBz627+yNL+/lgkltW1Y0zhht71sqwZPKNJC9c47G+nDHM1xuTvGp5CLU9tKvj87WMypPVKmE+k1FBc+2lZV9P8thdDAl25CrLTsl4bS8x3e6M4dV20t2nVNWPZccE5knyrnUea2/a1bE8MeNYnrhyRXefUVVHZnxuLZyWUQmykaGrDssIPG6e5AHd/V+rbHPp7Bge7i1J7trd354e/8tVdZuM4feOyQgHV1bybdTBKy4BANgitfR/GQAA+6Cq+ouMCoK3Z3Qo/8+0/NiMYaHe1t1P38B+fjNj+KLXZJx9f9ou7rK77TwgycHd/d3N3O/eMg3p9ZHdrUqoqsP35DlX1ZWSfG0jw0VN84bcKcm/LAcOe2LqhD46ybdXBC9bqqr232hQtsb9/zajQuXzGXOj/GfG67XmMG3bYZrY/qYZ7Xt7kvd39zm7uM/rk9w+yR8sT/peVb+dUWXywYwhm967xv1/LMmDMoaEek+Sf9iGye033RSkPTRjjpz3Z7z/d6t6pqou191rDaWVqrphxhBcT1ntdZoqfe6VMbzdmvvZRRuelzGvzn929zX2ZB8AAGyMwAQAYOaqqtqXQgAAAGZOYAIAAAAAAMzefrveBAAAAAAAYN8mMAEAAAAAAGZPYAIAAAAAAMzeAdvdgM1UVZXk0klO2u62AAAAAAAA5wtHJvly72JS920LTKrqzkn+NMnlkvxbkvt09yer6mlJHrS06ae7+8ob3O2lk3xxc1sKAAAAAABcwB2T5EvrbbAtgUlVXSnJ85LcP8nbkzwtyXOT3CzJ9ZPcMcl7ps3P3o1dn5QkX/jCF3LUUUdtWnsBAAAAAIALnhNPPDGXvexlkw2MTLVdFSbXSPKo7n5JklTVM5O8oaoOSHJcknd098l7uvOjjjpKYAIAAAAAAGzYtkz63t2v7e5nLS26WpJPJbl2kkryoao6tareUFWX2442AgAAAAAA87EtgcmyqjooycOTPCPJNZN8PMk9putnJnn2Ovc9uKqOWvxkTNwCAAAAAACwW7Zt0vclj0tycpLndPeZSV64WFFVD0rymao6qrtPXOW+j0zy+3unmQAAAAAAwL5qWytMquq2GRO//+wUlqz07Yw2XmqNXTwhydFLP8dsQTMBAAAAAIB93LYFJlV1xYxqkl/t7k9My55SVXdb2uyGSc5J8oXV9tHdp3f3iYufbGCWewAAAAAAgJW2ZUiuqjo0yWuTvDLJq6rqiGnVh5P8YVX979S2pyV5fnefsh3tBAAAAAAA5mG75jC5XZJrTD+/vLT8CkmunuRVGdUir0jyqL3eOgAAAAAAYFaqu7e7DZumqo5K8p3vfOc7Oeqoo7a7OQAAAAAAwDY68cQTc/TRRyfJ0dPUHmva1knfAQAAAAAAzg8EJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7B2w3Q1g7zn2+NdtdxMuUE544h23uwkAAAAAAOwlKkwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZv2wKTqrpzVX2mqs6qqvdX1TWm5cdV1Qeq6ltV9eSqqu1qIwAAAAAAMA/bEphU1ZWSPC/J8Ukuk+RzSZ5bVQcneU2Sf0tygyTXTHKf7WgjAAAAAAAwH9tVYXKNJI/q7pd091eTPDMjILl9kqOT/EZ3fzrJo5L80ja1EQAAAAAAmIkDtuNBu/u1KxZdLcmnklw3yfu6+5Rp+UcyqkxWNVWkHLy06MjNbCcAAAAAADAP2z7pe1UdlOThSZ6R5Kgkn12s6+5OcnZVXXiNuz8yyXeWfr64ta0FAAAAAAD2RdsemCR5XJKTkzwnyVlJTl+x/rQkh61x3ydkDOG1+Dlmi9oIAAAAAADsw7ZlSK6FqrptkvsnuXF3n1lV30xy3IrNjkxyxmr37+7TsxSwVNVWNRUAAAAAANiHbVuFSVVdMckLk/xqd39iWvyBJDde2ubYjDlKvrnXGwgAAAAAAMzGtgQmVXVoktcmeWWSV1XVEVV1RJJ3Jjm6qu49bXp8krd099nb0U4AAAAAAGAetmtIrtslucb088tLy6+Q5H5JXlRVT06yf5Jb7v3mAQAAAAAAc7ItgUl3vzLJWhOOnFBVV0lygyTv6e6v77WGAQAAAAAAs7Stk76vpbu/lORL290OAAAAAABgHrZt0ncAAAAAAIDzC4EJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMzeAdvdAJiDY49/3XY34QLlhCfecbubAAAAAADMjAoTAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYvQO2uwEAW+nY41+33U24QDnhiXfc7iYAAAAAwLZQYQIAAAAAAMyewAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmL1tDUyq6iJV9dmqOnZp2dOqqpd+PrWNTQQAAAAAAGbggO164Kq6aJLXJDl2xarrJ7ljkvdMt8/ei80CAAAAAABmaDsrTF48/Zyrqg5IclySd3T3t6efk7aldQAAAAAAwGxsZ2Byv+5+6opl105SST5UVadW1Ruq6nLb0DYAAAAAAGBGti0w6e7PrLL4mkk+nuQe0/Uzkzx7rX1U1cFVddTiJ8mRW9JYAAAAAABgn7Ztc5isprtfmOSFi9tV9aAkn6mqo7r7xFXu8sgkv7+32gcAAAAAAOybtnNIro34dkYbL7XG+ickOXrp55i90ywAAAAAAGBfcr4KTKrqKVV1t6VFN0xyTpIvrLZ9d5/e3ScufpKYIB4AAAAAANht56shuZJ8KMkfVtX/ZrTtaUme392nbGurAAAAAACAfdr5KjDp7r+pqmskeVVGtcgrkjxqe1sFAAAAAADs67Y9MOnuWnH7kRmTuQMAAAAAAOwV56s5TAAAAAAAALaDwAQAAAAAAJg9gQkAAAAAADB7AhMAAAAAAGD2BCYAAAAAAMDsCUwAAAAAAIDZE5gAAAAAAACzJzABAAAAAABmT2ACAAAAAADMnsAEAAAAAACYPYEJAAAAAAAwewITAAAAAABg9gQmAAAAAADA7AlMAAAAAACA2ROYAAAAAAAAsycwAQAAAAAAZk9gAgAAAAAAzJ7ABAAAAAAAmD2BCQAAAAAAMHsCEwAAAAAAYPYEJgAAAAAAwOwJTAAAAAAAgNkTmAAAAAAAALMnMAEAAAAAAGZPYAIAAAAAAMyewAQAAAAAAJi97ykwqaqXVtWRm9UYAAAAAACA7XDARjesqjcn+dskL+zus6vqCkmukeTBVXVgknMyAphDuvv4LWktAAAAAADAFtidCpPLJblTkg9X1Q8nOT7J45LcL8kpSU6frn9zsxsJAAAAAACwlTZcYZLk9O6+a1VdJ8kLk5zW3b9SVU/o7j9Kkqq65+I6AAAAAADABcUuA5OqOijJry9te+WM4bf2r6rLJ+mlzTsAAAAAAAAXMBupMLl4kuskuUxVvTLJ4Ul+OMlNkzwmyQFV9agkleTi0/UndffZW9NkAAAAAACAzbXLOUy6+4vdfa8kV0zyP0kuk+Ri3f3aJDfKNDxXkpOT/FFGlUltWYsBAAAAAAA22YbmMKmqyyS5QZJ/SXJqkisl+a8kT0vypu7+n6p6XZJf6O6vbVVjAQAAAAAAtsIuK0wmN07y6CR3SXLZJE+clh+c5ObT9bcnueNmNg4AAAAAAGBv2FCFyeSV3f0HSVJVZ1TV55McmeScqnpMkkOSvCvJ8za/mQAAAAAAAFtndwKTi1TVVTLmJ/nvJNdPcuEkZ2bMW7J/kg9X1SHdfdqmtxQAAAAAAGCLbDQw+VaSGyb564xhvD7S3adX1ZuSHDFtU9P1OyR5+WY3FAAAAAAAYKtsKDDp7rcmuckqy6+zfLuq7pHklM1pGgAAAAAAwN6xO0NybcRruvvkTd4nAAAAAADAltpvdzauqsOq6vuq6riqeta07KDp8vJJ/reqnrgF7QQAAAAAANgyGw5MqurgJA9N8utJTkjyU9Mk8G+oqgO6+3NJfirJb1bVcVvRWAAAAAAAgK2wocCkqq6X5JNJPprkytOwW59OcpEkhyZ5cVUdluTnk7y1uz+2Re0FAAAAAADYdButMDksyQOSvDHJonrkPzICk1snuWaSLyU5OslPbG4TAQAAAAAAttZGJ31fBCK3TXLRqrp/kssmeVxGhcn+SU5M8sLu/u5WNBQAAAAAAGCr7DIwqaqjk/xWkq8lOWtafNckX0/y3SR37e5PVdV1krylqt7b3SdsUXsBAAAAAAA23S4Dk+7+TpIrLW5X1UOTHJjkuUne2d2fmrb7SFU9J8kzk9x+a5oLAAAAAACw+TY6h0mSpKouleRjSQ7t7m8m+VhVHTCtu22SpyW5VFUdvuktBQAAAAAA2CK7FZgk+aMkv5Pk75Kku38myd9V1YWTPCjJ5ZL8gHlMAAAAAACAC5INBSZV9TdVdZUkv5Lk9Uk+WlWPmqpLjk5y6STvT3Lz7j5jy1oLAAAAAACwBXYZmFTVwRkTvr89ycOSPCPJ55J0kvcluUiSyyf5UJJbbVVDAQAAAAAAtsouA5PuPr27H57kGkmOTPLeJJfs7ickuX+Sq03rPpXkVlV10Ba2FwAAAAAAYNMdsNENu/s7SR5RVe9McueqOry7P1hVt8qoODk5yUOTnL01TQUAAAAAANgaGw5MFrr7NUles3T735ZWP6eqDk9i0ncAAAAAAOACY0OTvi9U1ZWr6jJLt19dVVdaun1Mkk9U1Q9sYhsBAAAAAAC21G4FJknumuSWS7dvkOTAJKmqqyd5W5IPJPngZjQOAAAAAABgb9jdwOSM7DxHydlJLlRVv5/kX5O8KMldu/ucTWofAAAAAADAltvlHCZVddEkr0jyxSRXSXJyVd02yVlJLpRRVfKOJDfq7k9uWUsBAAAAAAC2yEYqTM5I8swk/5jk40k+lOSdST6cEZp8OMlNk/x2VV14a5oJAAAAAACwdXYZmHT3id39oiS3S3Jokvd19wu6+5lJTk7ygCSXT3Jakv+oqsttZYMBAAAAAAA224bmMKmqg5J8IsnhSf6yqv5qafUB3f2N7r5vRiXKm6vq8M1vKgAAAAAAwNbYUGDS3WckeXqSf05yXJL3TKt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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 题目二：请筛选出拥有地铁线路最多的前15的城市制作成柱状图\n",
    "\n",
    "city_lines = df.groupby(\"城市名称\")['路线名称'].value_counts()\n",
    "dict_city_lines = {'city':[i[0] for i in city_lines.index],'lines':[i[1] for i in city_lines.index],'num':city_lines.values}\n",
    "df_city_lines= pd.DataFrame(dict_city_lines)\n",
    "\n",
    "df_tran_lines_city= df_city_lines.query('num>=2')['city'].value_counts()\n",
    "dict_tran_lines_city = {'city':df_tran_lines_city.index[0:15],'num':df_tran_lines_city.values[0:15]}\n",
    "df_tran_lines_city_15 = pd.DataFrame(dict_tran_lines_city)\n",
    "fig = plt.figure()              #创建空图\n",
    "plt.figure(figsize=(20,8), dpi=100) # 画布大小设置\n",
    "x_label = df_tran_lines_city.index[0:15]  #x轴的坐标\n",
    "y_label = df_tran_lines_city.values[0:15]    #y轴的值\n",
    "plt.bar(x_label,y_label)   #构建柱状图\n",
    "plt.rcParams['font.sans-serif']=['simhei']   #显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False     #显示中文\n",
    "plt.title(\"拥有地铁线路最多的前15的城市\",fontsize=20)        #设置标题，这里只能显示英文，中文显示乱码\n",
    "plt.ylabel(\"地铁线路\")            #设置y轴名称\n",
    "plt.xlabel(\"城市\")            #设置x轴名称\n",
    "plt.show() \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28351e5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 题目三:统计广州换乘次数为1次、2次、大于等于3次的站点个数（例如广州的嘉禾望岗可换乘2号线、3号线、14号线，则计为可换乘次数为2次），并以饼状图的形式展示换乘站点的比例\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "50b219c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 题目四：统计同一城市中换乘站点最多的前15的城市，并以折线图展示\n",
    "city_station = df.groupby(\"城市名称\")[\"站点名称\"].value_counts()\n",
    "dict_city_station = {'city':[i[0] for i in city_station.index],'station':[i[1] for i in city_station.index],'num':city_station.values}\n",
    "df_city_station= pd.DataFrame(dict_city_station)\n",
    "\n",
    "df_tran_station_city= df_city_station.query('num>=2')['city'].value_counts()\n",
    "dict_tran_station_city = {'city':df_tran_station_city.index[0:15],'num':df_tran_station_city.values[0:15]}\n",
    "df_tran_station_city_15 = pd.DataFrame(dict_tran_station_city)\n",
    "fig = plt.figure()              #创建空图\n",
    "plt.figure(figsize=(20,8), dpi=100) # 画布大小设置\n",
    "x_label = df_tran_station_city.index[0:15]  #x轴的坐标\n",
    "y_label = df_tran_station_city.values[0:15]    #y轴的值\n",
    "plt.plot(x_label,y_label,color='red',linestyle='--',linewidth=3)   #构建柱状图\n",
    "plt.scatter(x_label,y_label)\n",
    "for x,y in zip(x_label,y_label):  #在柱子上添加数值\n",
    "    plt.text(x,y,'%.2f'%y,ha='center',va='bottom')\n",
    "plt.rcParams['font.sans-serif']=['simhei']   #显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False     #显示中文\n",
    "plt.title(\"换乘站点最多的前15的城市\",fontsize=20)                 #设置标题，这里只能显示英文，中文显示乱码\n",
    "plt.ylabel(\"换乘数量\")            #设置y轴名称\n",
    "plt.xlabel(\"城市\")            #设置x轴名称\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4dab8ae6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 题目五:统计广州地铁线路各线路站点的数量，并以横向柱转图展示\n",
    "df_guangzhou= df.query(\"城市名称=='广州'\")\n",
    "df_guangzhou_stations=df_guangzhou['路线名称'].value_counts()\n",
    "name = df_guangzhou_stations.index\n",
    "station_num = df_guangzhou_stations.values\n",
    "fig = plt.figure()             \n",
    "plt.figure(figsize=(20,8), dpi=100) \n",
    "x_label = name  \n",
    "y_label = station_num \n",
    "b=plt.barh(x_label,y_label,color='green') \n",
    "# 11-13是 如何给各个数据表标数据\n",
    "for rect in b:\n",
    "    w=rect.get_width()\n",
    "    plt.text(w,rect.get_y()+rect.get_height()/2,'%d'%int(w),ha='left',va='center')\n",
    "plt.rcParams['font.sans-serif']=['simhei']  \n",
    "plt.rcParams['axes.unicode_minus']=False    \n",
    "plt.title(\"广州地铁路线的站点数量\",fontsize=20)   \n",
    "plt.ylabel(\"地铁路线\",fontsize=20)        \n",
    "plt.xlabel(\"站点数量\",fontsize=20)   \n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "284d24a0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
